{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Import Dependencies"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import io\n",
    "import numpy as np\n",
    "import onnxruntime\n",
    "from torch import nn\n",
    "import torch.utils.model_zoo as model_zoo\n",
    "import torch.onnx\n",
    "import torch.nn as nn\n",
    "import torch.nn.init as init\n",
    "import matplotlib.pyplot as plt\n",
    "import json\n",
    "from PIL import Image, ImageDraw, ImageFont\n",
    "from resizeimage import resizeimage\n",
    "import numpy as np\n",
    "import pdb\n",
    "import onnx\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Super Resolution Model Definition in Pytorch"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "class SuperResolutionNet(nn.Module):\n",
    "    def __init__(self, upscale_factor, inplace=False):\n",
    "        super(SuperResolutionNet, self).__init__()\n",
    "\n",
    "        self.relu = nn.ReLU(inplace=inplace)\n",
    "        self.conv1 = nn.Conv2d(1, 64, (5, 5), (1, 1), (2, 2))\n",
    "        self.conv2 = nn.Conv2d(64, 64, (3, 3), (1, 1), (1, 1))\n",
    "        self.conv3 = nn.Conv2d(64, 32, (3, 3), (1, 1), (1, 1))\n",
    "        self.conv4 = nn.Conv2d(32, upscale_factor ** 2, (3, 3), (1, 1), (1, 1))\n",
    "        self.pixel_shuffle = nn.PixelShuffle(upscale_factor)\n",
    "\n",
    "        self._initialize_weights()\n",
    "\n",
    "    def forward(self, x):\n",
    "        x = self.relu(self.conv1(x))\n",
    "        x = self.relu(self.conv2(x))\n",
    "        x = self.relu(self.conv3(x))\n",
    "        x = self.pixel_shuffle(self.conv4(x))\n",
    "        return x\n",
    "\n",
    "    def _initialize_weights(self):\n",
    "        init.orthogonal_(self.conv1.weight, init.calculate_gain('relu'))\n",
    "        init.orthogonal_(self.conv2.weight, init.calculate_gain('relu'))\n",
    "        init.orthogonal_(self.conv3.weight, init.calculate_gain('relu'))\n",
    "        init.orthogonal_(self.conv4.weight)\n",
    "\n",
    "# Create the super-resolution model by using the above model definition.\n",
    "torch_model = SuperResolutionNet(upscale_factor=3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Load Pretrained Model Weights"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1.1.0\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "SuperResolutionNet(\n",
       "  (relu): ReLU()\n",
       "  (conv1): Conv2d(1, 64, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2))\n",
       "  (conv2): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
       "  (conv3): Conv2d(64, 32, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
       "  (conv4): Conv2d(32, 9, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
       "  (pixel_shuffle): PixelShuffle(upscale_factor=3)\n",
       ")"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model_url = 'https://s3.amazonaws.com/pytorch/test_data/export/superres_epoch100-44c6958e.pth'\n",
    "batch_size = 1    # just a random number\n",
    "\n",
    "# Initialize model with the pretrained weights\n",
    "map_location = lambda storage, loc: storage\n",
    "if torch.cuda.is_available():\n",
    "    map_location = None\n",
    "torch_model.load_state_dict(model_zoo.load_url(model_url, map_location=map_location))\n",
    "\n",
    "# set the model to inference mode\n",
    "torch_model.eval()\n",
    "\n",
    "\n",
    "print(torch.__version__)\n",
    "\n",
    "x = torch.randn(1, 1, 224, 224, requires_grad=True)\n",
    "torch_model.eval()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Preprocessing Image"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[[[0.56078434, 0.5529412 , 0.53333336, ..., 0.12156863,\n",
       "          0.15294118, 0.1882353 ],\n",
       "         [0.6039216 , 0.58431375, 0.58431375, ..., 0.08235294,\n",
       "          0.07058824, 0.08627451],\n",
       "         [0.37254903, 0.42745098, 0.5176471 , ..., 0.07058824,\n",
       "          0.06666667, 0.07843138],\n",
       "         ...,\n",
       "         [0.9098039 , 0.7137255 , 0.5764706 , ..., 0.49803922,\n",
       "          0.7529412 , 0.7137255 ],\n",
       "         [0.77254903, 0.79607844, 0.6784314 , ..., 0.7607843 ,\n",
       "          0.7254902 , 0.65882355],\n",
       "         [0.7607843 , 0.7921569 , 0.7490196 , ..., 0.84705883,\n",
       "          0.827451  , 0.77254903]]]], dtype=float32)"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "orig_img = Image.open(\"FILE_PATH_TO_IMAGE\")\n",
    "img = resizeimage.resize_cover(orig_img, [224,224], validate=False)\n",
    "img_ycbcr = img.convert('YCbCr')\n",
    "img_y_0, img_cb, img_cr = img_ycbcr.split()\n",
    "img_ndarray = np.asarray(img_y_0)\n",
    "\n",
    "img_4 = np.expand_dims(np.expand_dims(img_ndarray, axis=0), axis=0)\n",
    "img_5 = img_4.astype(np.float32) / 255.0\n",
    "img_5"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Run Model on Onnxruntime"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "ort_session = onnxruntime.InferenceSession(\"FILE_PATH_TO_ONNX_FILE\")\n",
    "ort_inputs = {ort_session.get_inputs()[0].name: img_5} \n",
    "ort_outs = ort_session.run(None, ort_inputs)\n",
    "img_out_y = ort_outs[0]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Postprocessing Image"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x2888bdeb240>"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "img_out_y = Image.fromarray(np.uint8((img_out_y[0] * 255.0).clip(0, 255)[0]), mode='L')\n",
    "# get the output image follow post-processing step from PyTorch implementation\n",
    "final_img = Image.merge(\n",
    "    \"YCbCr\", [\n",
    "        img_out_y,\n",
    "        img_cb.resize(img_out_y.size, Image.BICUBIC),\n",
    "        img_cr.resize(img_out_y.size, Image.BICUBIC),\n",
    "    ]).convert(\"RGB\")\n",
    "plt.imshow(final_img)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "onnxruntime",
   "language": "python",
   "name": "onnxruntime"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
